Physionet Data Challenge 2019 - (MultiIndex-minimal)

Dataset statistics

Number of variables	45
Number of observations	1552210
Missing cells	43512155
Missing cells (%)	62.3%
Total size in memory	532.9 MiB
Average record size in memory	360.0 B

Variable types

Numeric	45

Alerts

`HR` has 153399 (9.9%) missing values	Missing
`O2Sat` has 202736 (13.1%) missing values	Missing
`Temp` has 1026984 (66.2%) missing values	Missing
`SBP` has 226265 (14.6%) missing values	Missing
`MAP` has 193270 (12.5%) missing values	Missing
`DBP` has 486554 (31.3%) missing values	Missing
`Resp` has 238335 (15.4%) missing values	Missing
`EtCO2` has 1494574 (96.3%) missing values	Missing
`BaseExcess` has 1468065 (94.6%) missing values	Missing
`HCO3` has 1487182 (95.8%) missing values	Missing
`FiO2` has 1422845 (91.7%) missing values	Missing
`pH` has 1444637 (93.1%) missing values	Missing
`PaCO2` has 1465909 (94.4%) missing values	Missing
`SaO2` has 1498649 (96.5%) missing values	Missing
`AST` has 1527027 (98.4%) missing values	Missing
`BUN` has 1445642 (93.1%) missing values	Missing
`Alkalinephos` has 1527269 (98.4%) missing values	Missing
`Calcium` has 1460879 (94.1%) missing values	Missing
`Chloride` has 1481744 (95.5%) missing values	Missing
`Creatinine` has 1457594 (93.9%) missing values	Missing
`Bilirubin_direct` has 1549220 (99.8%) missing values	Missing
`Glucose` has 1286694 (82.9%) missing values	Missing
`Lactate` has 1510764 (97.3%) missing values	Missing
`Magnesium` has 1454259 (93.7%) missing values	Missing
`Phosphate` has 1489909 (96.0%) missing values	Missing
`Potassium` has 1407685 (90.7%) missing values	Missing
`Bilirubin_total` has 1529069 (98.5%) missing values	Missing
`TroponinI` has 1537429 (99.0%) missing values	Missing
`Hct` has 1414777 (91.1%) missing values	Missing
`Hgb` has 1437619 (92.6%) missing values	Missing
`PTT` has 1506511 (97.1%) missing values	Missing
`WBC` has 1452763 (93.6%) missing values	Missing
`Fibrinogen` has 1541968 (99.3%) missing values	Missing
`Platelets` has 1460001 (94.1%) missing values	Missing
`Unit1` has 611960 (39.4%) missing values	Missing
`Unit2` has 611960 (39.4%) missing values	Missing
`FiO2` is highly skewed (γ1 = 359.335996)	Skewed
`level_1` has 40336 (2.6%) zeros	Zeros
`BaseExcess` has 19366 (1.2%) zeros	Zeros
`Gender` has 684107 (44.1%) zeros	Zeros
`Unit1` has 473349 (30.5%) zeros	Zeros
`Unit2` has 466901 (30.1%) zeros	Zeros
`HospAdmTime` has 56050 (3.6%) zeros	Zeros
`SepsisLabel` has 1524294 (98.2%) zeros	Zeros
`Sepsis` has 1379800 (88.9%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:20:28.724405
Analysis finished	2021-11-29 10:21:08.102471
Duration	39.38 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

Distinct	40336
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59201.47971

Minimum	1
Maximum	120000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	1
5-th percentile	1987
Q1	9990
median	19965
Q3	109878
95-th percentile	118002
Maximum	120000
Range	119999
Interquartile range (IQR)	99888

Descriptive statistics

Standard deviation	50248.19362
Coefficient of variation (CV)	0.8487658395
Kurtosis	-1.94541172
Mean	59201.47971
Median Absolute Deviation (MAD)	19596
Skewness	0.03482491886
Sum	9.189312881 × 10¹⁰
Variance	2524880962
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
117406	336	< 0.1%
116439	336	< 0.1%
114471	336	< 0.1%
101922	336	< 0.1%
113190	336	< 0.1%
16581	336	< 0.1%
4905	336	< 0.1%
8132	336	< 0.1%
18469	336	< 0.1%
3658	336	< 0.1%
Other values (40326)	1548850	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	54	< 0.1%
2	23	< 0.1%
3	48	< 0.1%
4	29	< 0.1%
5	48	< 0.1%

Value	Count	Frequency (%)
120000	35	< 0.1%
119999	20	< 0.1%
119998	49	< 0.1%
119997	25	< 0.1%
119996	48	< 0.1%

level_1
Real number (ℝ_≥0)

ZEROS

Distinct	336
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.49274454

Minimum	0
Maximum	335
Zeros	40336
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	19
Q3	33
95-th percentile	61
Maximum	335
Range	335
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	28.88255703
Coefficient of variation (CV)	1.132971658
Kurtosis	24.44797893
Mean	25.49274454
Median Absolute Deviation (MAD)	11
Skewness	4.093619503
Sum	39570093
Variance	834.2021009
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	40336	2.6%
1	40336	2.6%
2	40336	2.6%
3	40336	2.6%
4	40336	2.6%
5	40336	2.6%
6	40336	2.6%
7	40336	2.6%
8	40008	2.6%
9	39772	2.6%
Other values (326)	1149742	74.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40336	2.6%
1	40336	2.6%
2	40336	2.6%
3	40336	2.6%
4	40336	2.6%

Value	Count	Frequency (%)
335	10	< 0.1%
334	13	< 0.1%
333	15	< 0.1%
332	16	< 0.1%
331	16	< 0.1%

HR
Real number (ℝ_≥0)

MISSING

Distinct	343
Distinct (%)	< 0.1%
Missing	153399
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	84.58144338

Minimum	20
Maximum	280
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	20
5-th percentile	59
Q1	72
median	83.5
Q3	95.5
95-th percentile	115
Maximum	280
Range	260
Interquartile range (IQR)	23.5

Descriptive statistics

Standard deviation	17.3252421
Coefficient of variation (CV)	0.2048350254
Kurtosis	0.4000584976
Mean	84.58144338
Median Absolute Deviation (MAD)	11.5
Skewness	0.4312512501
Sum	118313453.4
Variance	300.1640138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	45945	3.0%
90	37825	2.4%
88	33386	2.2%
82	32789	2.1%
84	32417	2.1%
78	31066	2.0%
70	31043	2.0%
86	30378	2.0%
76	29740	1.9%
74	29565	1.9%
Other values (333)	1064657	68.6%
(Missing)	153399	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	15	< 0.1%
21	3	< 0.1%
22	6	< 0.1%
22.5	1	< 0.1%
23	3	< 0.1%

Value	Count	Frequency (%)
280	2	< 0.1%
265	1	< 0.1%
260	1	< 0.1%
223	1	< 0.1%
221	1	< 0.1%

O2Sat
Real number (ℝ_≥0)

MISSING

Distinct	145
Distinct (%)	< 0.1%
Missing	202736
Missing (%)	13.1%
Infinite	0
Infinite (%)	0.0%
Mean	97.19395453

Minimum	20
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	20
5-th percentile	92.5
Q1	96
median	98
Q3	99.5
95-th percentile	100
Maximum	100
Range	80
Interquartile range (IQR)	3.5

Descriptive statistics

Standard deviation	2.936924033
Coefficient of variation (CV)	0.03021714722
Kurtosis	59.00770107
Mean	97.19395453
Median Absolute Deviation (MAD)	2
Skewness	-4.152268682
Sum	131160714.6
Variance	8.625522778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	326414	21.0%
98	180711	11.6%
99	169093	10.9%
97	167773	10.8%
96	143168	9.2%
95	107986	7.0%
94	71643	4.6%
93	43607	2.8%
92	26346	1.7%
99.5	14790	1.0%
Other values (135)	97943	6.3%
(Missing)	202736	13.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	14	< 0.1%
21	6	< 0.1%
22	10	< 0.1%
23	5	< 0.1%
24	9	< 0.1%

Value	Count	Frequency (%)
100	326414	21.0%
99.5	14790	1.0%
99.4	1	< 0.1%
99.2	1	< 0.1%
99	169093	10.9%

Temp
Real number (ℝ_≥0)

MISSING

Distinct	641
Distinct (%)	0.1%
Missing	1026984
Missing (%)	66.2%
Infinite	0
Infinite (%)	0.0%
Mean	36.97722824

Minimum	20.9
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	20.9
5-th percentile	35.8
Q1	36.5
median	37
Q3	37.5
95-th percentile	38.2
Maximum	50
Range	29.1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7700142522
Coefficient of variation (CV)	0.02082401221
Kurtosis	4.047580022
Mean	36.97722824
Median Absolute Deviation (MAD)	0.5
Skewness	-0.3291871669
Sum	19421401.68
Variance	0.5929219486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	27104	1.7%
36.5	19375	1.2%
36.8	18702	1.2%
37.2	17715	1.1%
37.5	17549	1.1%
36.7	17012	1.1%
36.6	16951	1.1%
37.4	16655	1.1%
37.1	16564	1.1%
37.3	16141	1.0%
Other values (631)	341458	22.0%
(Missing)	1026984	66.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20.9	1	< 0.1%
21	1	< 0.1%
23	1	< 0.1%
23.6	1	< 0.1%
26.6	1	< 0.1%

Value	Count	Frequency (%)
50	2	< 0.1%
42.22	1	< 0.1%
42.1	1	< 0.1%
42	1	< 0.1%
41.97	1	< 0.1%

SBP
Real number (ℝ_≥0)

MISSING

Distinct	990
Distinct (%)	0.1%
Missing	226265
Missing (%)	14.6%
Infinite	0
Infinite (%)	0.0%
Mean	123.7504654

Minimum	20
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	20
5-th percentile	91
Q1	107
median	121
Q3	138
95-th percentile	165
Maximum	300
Range	280
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	23.23155568
Coefficient of variation (CV)	0.1877290368
Kurtosis	0.4364009802
Mean	123.7504654
Median Absolute Deviation (MAD)	16
Skewness	0.5589087009
Sum	164086310.8
Variance	539.7051791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
116	22767	1.5%
112	22623	1.5%
110	22614	1.5%
114	22598	1.5%
118	22390	1.4%
120	22182	1.4%
122	21342	1.4%
108	21199	1.4%
119	20961	1.4%
124	20947	1.3%
Other values (980)	1106322	71.3%
(Missing)	226265	14.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	5	< 0.1%
21	2	< 0.1%
22	6	< 0.1%
23.5	1	< 0.1%
24	5	< 0.1%

Value	Count	Frequency (%)
300	1	< 0.1%
299	1	< 0.1%
298	1	< 0.1%
296	3	< 0.1%
295	1	< 0.1%

MAP
Real number (ℝ_≥0)

MISSING

Distinct	945
Distinct (%)	0.1%
Missing	193270
Missing (%)	12.5%
Infinite	0
Infinite (%)	0.0%
Mean	82.40009989

Minimum	20
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	20
5-th percentile	60
Q1	71
median	80
Q3	92
95-th percentile	111
Maximum	300
Range	280
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	16.34175019
Coefficient of variation (CV)	0.1983219707
Kurtosis	5.051703527
Mean	82.40009989
Median Absolute Deviation (MAD)	10
Skewness	1.05026128
Sum	111976791.7
Variance	267.0527994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78	33192	2.1%
76	32626	2.1%
74	31982	2.1%
80	31750	2.0%
72	31286	2.0%
82	30664	2.0%
75	29974	1.9%
77	29728	1.9%
79	29092	1.9%
84	29056	1.9%
Other values (935)	1049590	67.6%
(Missing)	193270	12.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	20	< 0.1%
20.33	1	< 0.1%
20.5	2	< 0.1%
21	11	< 0.1%
21.33	2	< 0.1%

Value	Count	Frequency (%)
300	6	< 0.1%
298	9	< 0.1%
297	2	< 0.1%
296	3	< 0.1%
295	5	< 0.1%

DBP
Real number (ℝ_≥0)

MISSING

Distinct	678
Distinct (%)	0.1%
Missing	486554
Missing (%)	31.3%
Infinite	0
Infinite (%)	0.0%
Mean	63.83055577

Minimum	20
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	20
5-th percentile	44
Q1	54
median	62
Q3	72
95-th percentile	89
Maximum	300
Range	280
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	13.95601008
Coefficient of variation (CV)	0.2186415254
Kurtosis	5.456534907
Mean	63.83055577
Median Absolute Deviation (MAD)	9
Skewness	1.055223324
Sum	68021414.74
Variance	194.7702173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58	35299	2.3%
60	34312	2.2%
56	33949	2.2%
62	31587	2.0%
59	30624	2.0%
54	30363	2.0%
64	29925	1.9%
57	29589	1.9%
55	29306	1.9%
63	28803	1.9%
Other values (668)	751899	48.4%
(Missing)	486554	31.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	43	< 0.1%
20.5	6	< 0.1%
21	40	< 0.1%
21.5	8	< 0.1%
22	56	< 0.1%

Value	Count	Frequency (%)
300	2	< 0.1%
298	2	< 0.1%
296	3	< 0.1%
293	2	< 0.1%
292	2	< 0.1%

Resp
Real number (ℝ_≥0)

MISSING

Distinct	235
Distinct (%)	< 0.1%
Missing	238335
Missing (%)	15.4%
Infinite	0
Infinite (%)	0.0%
Mean	18.72649786

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	1
5-th percentile	12
Q1	15
median	18
Q3	21.5
95-th percentile	28
Maximum	100
Range	99
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	5.098193617
Coefficient of variation (CV)	0.2722449043
Kurtosis	4.353456193
Mean	18.72649786
Median Absolute Deviation (MAD)	3
Skewness	0.9708102062
Sum	24604277.37
Variance	25.99157815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	139639	9.0%
16	127085	8.2%
20	126093	8.1%
14	83985	5.4%
17	81247	5.2%
15	77192	5.0%
22	75275	4.8%
19	75122	4.8%
21	62762	4.0%
12	54789	3.5%
Other values (225)	410686	26.5%
(Missing)	238335	15.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	466	< 0.1%
1.5	56	< 0.1%
2	686	< 0.1%
2.5	52	< 0.1%
3	480	< 0.1%

Value	Count	Frequency (%)
100	5	< 0.1%
99	7	< 0.1%
98	6	< 0.1%
97	5	< 0.1%
96.5	1	< 0.1%

EtCO2
Real number (ℝ_≥0)

MISSING

Distinct	139
Distinct (%)	0.2%
Missing	1494574
Missing (%)	96.3%
Infinite	0
Infinite (%)	0.0%
Mean	32.95765667

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	10
5-th percentile	19
Q1	28
median	33
Q3	38
95-th percentile	45
Maximum	100
Range	90
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.951662124
Coefficient of variation (CV)	0.2412690381
Kurtosis	4.962535523
Mean	32.95765667
Median Absolute Deviation (MAD)	5
Skewness	0.496014827
Sum	1899547.5
Variance	63.22893053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	2930	0.2%
34	2901	0.2%
32	2842	0.2%
33	2814	0.2%
31	2573	0.2%
30	2493	0.2%
36	2463	0.2%
37	2356	0.2%
29	2305	0.1%
38	2162	0.1%
Other values (129)	31797	2.0%
(Missing)	1494574	96.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	138	< 0.1%
10.5	31	< 0.1%
11	116	< 0.1%
11.5	27	< 0.1%
12	179	< 0.1%

Value	Count	Frequency (%)
100	12	< 0.1%
99	4	< 0.1%
98	13	< 0.1%
97	12	< 0.1%
96	4	< 0.1%

BaseExcess
Real number (ℝ)

MISSING
ZEROS

Distinct	407
Distinct (%)	0.5%
Missing	1468065
Missing (%)	94.6%
Infinite	0
Infinite (%)	0.0%
Mean	-0.6899191871

Minimum	-32
Maximum	100
Zeros	19366
Zeros (%)	1.2%
Negative	39083
Negative (%)	2.5%
Memory size	11.8 MiB

Quantile statistics

Minimum	-32
5-th percentile	-7.5
Q1	-3
median	0
Q3	1
95-th percentile	6
Maximum	100
Range	132
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.294297421
Coefficient of variation (CV)	-6.224348448
Kurtosis	7.53382398
Mean	-0.6899191871
Median Absolute Deviation (MAD)	2
Skewness	-0.001227970879
Sum	-58053.25
Variance	18.44099034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19366	1.2%
-1	7873	0.5%
-2	6948	0.4%
1	6110	0.4%
-3	5956	0.4%
2	4877	0.3%
-4	4536	0.3%
3	3963	0.3%
-5	3358	0.2%
4	2848	0.2%
Other values (397)	18310	1.2%
(Missing)	1468065	94.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-32	1	< 0.1%
-30	1	< 0.1%
-29	2	< 0.1%
-28	5	< 0.1%
-27	5	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
49.5	1	< 0.1%
44	1	< 0.1%
36	1	< 0.1%
28	1	< 0.1%

HCO3
Real number (ℝ_≥0)

MISSING

Distinct	304
Distinct (%)	0.5%
Missing	1487182
Missing (%)	95.8%
Infinite	0
Infinite (%)	0.0%
Mean	24.07548056

Minimum	0
Maximum	55
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0
5-th percentile	17
Q1	22
median	24
Q3	26.8
95-th percentile	31
Maximum	55
Range	55
Interquartile range (IQR)	4.8

Descriptive statistics

Standard deviation	4.376503698
Coefficient of variation (CV)	0.1817826102
Kurtosis	2.138953412
Mean	24.07548056
Median Absolute Deviation (MAD)	2
Skewness	0.1540556984
Sum	1565580.35
Variance	19.15378462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	7110	0.5%
25	6992	0.5%
23	6685	0.4%
26	5990	0.4%
22	5552	0.4%
27	4739	0.3%
21	4165	0.3%
28	3420	0.2%
20	3262	0.2%
29	2476	0.2%
Other values (294)	14637	0.9%
(Missing)	1487182	95.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
5	13	< 0.1%
6	22	< 0.1%
7	30	< 0.1%
7.5	1	< 0.1%

Value	Count	Frequency (%)
55	2	< 0.1%
53	1	< 0.1%
52	1	< 0.1%
50	4	< 0.1%
49	6	< 0.1%

FiO2
Real number (ℝ)

MISSING
SKEWED

Distinct	104
Distinct (%)	0.1%
Missing	1422845
Missing (%)	91.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.5548386349

Minimum	-50
Maximum	4000
Zeros	81
Zeros (%)	< 0.1%
Negative	2
Negative (%)	< 0.1%
Memory size	11.8 MiB

Quantile statistics

Minimum	-50
5-th percentile	0.35
Q1	0.4
median	0.5
Q3	0.6
95-th percentile	1
Maximum	4000
Range	4050
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	11.12320695
Coefficient of variation (CV)	20.04764314
Kurtosis	129203.8813
Mean	0.5548386349
Median Absolute Deviation (MAD)	0.1
Skewness	359.335996
Sum	71776.7
Variance	123.7257329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4	44640	2.9%
0.5	39480	2.5%
1	11607	0.7%
0.6	9358	0.6%
0.7	6358	0.4%
0.35	3720	0.2%
0.3	3013	0.2%
0.8	2785	0.2%
0.21	1624	0.1%
0.45	1321	0.1%
Other values (94)	5459	0.4%
(Missing)	1422845	91.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-50	2	< 0.1%
0	81	< 0.1%
0.01	1	< 0.1%
0.02	50	< 0.1%
0.03	30	< 0.1%

Value	Count	Frequency (%)
4000	1	< 0.1%
10	1	< 0.1%
7	1	< 0.1%
5.05	1	< 0.1%
2	16	< 0.1%

pH
Real number (ℝ_≥0)

MISSING

Distinct	103
Distinct (%)	0.1%
Missing	1444637
Missing (%)	93.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.378934026

Minimum	6.62
Maximum	7.93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	6.62
5-th percentile	7.26
Q1	7.34
median	7.38
Q3	7.43
95-th percentile	7.49
Maximum	7.93
Range	1.31
Interquartile range (IQR)	0.09

Descriptive statistics

Standard deviation	0.07456771045
Coefficient of variation (CV)	0.01010548545
Kurtosis	3.724303311
Mean	7.378934026
Median Absolute Deviation (MAD)	0.04
Skewness	-0.9351354213
Sum	793774.07
Variance	0.005560343442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.4	6825	0.4%
7.38	6798	0.4%
7.39	6456	0.4%
7.41	6160	0.4%
7.36	6123	0.4%
7.42	6106	0.4%
7.37	6094	0.4%
7.35	5330	0.3%
7.43	5197	0.3%
7.34	4894	0.3%
Other values (93)	47590	3.1%
(Missing)	1444637	93.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.62	1	< 0.1%
6.63	1	< 0.1%
6.65	1	< 0.1%
6.71	1	< 0.1%
6.72	1	< 0.1%

Value	Count	Frequency (%)
7.93	1	< 0.1%
7.8	1	< 0.1%
7.78	1	< 0.1%
7.73	1	< 0.1%
7.72	1	< 0.1%

PaCO2
Real number (ℝ_≥0)

MISSING

Distinct	551
Distinct (%)	0.6%
Missing	1465909
Missing (%)	94.4%
Infinite	0
Infinite (%)	0.0%
Mean	41.02186881

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	10
5-th percentile	29
Q1	35
median	40
Q3	45
95-th percentile	57
Maximum	100
Range	90
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.267241923
Coefficient of variation (CV)	0.2259097938
Kurtosis	5.494297865
Mean	41.02186881
Median Absolute Deviation (MAD)	5
Skewness	1.570319845
Sum	3540228.3
Variance	85.88177285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38	4808	0.3%
40	4762	0.3%
39	4584	0.3%
42	4522	0.3%
37	4325	0.3%
36	4310	0.3%
41	4274	0.3%
43	3682	0.2%
35	3617	0.2%
44	3538	0.2%
Other values (541)	43879	2.8%
(Missing)	1465909	94.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
11	3	< 0.1%
12	3	< 0.1%
13	4	< 0.1%
14	5	< 0.1%

Value	Count	Frequency (%)
100	18	< 0.1%
99	14	< 0.1%
98	17	< 0.1%
97.5	1	< 0.1%
97	17	< 0.1%

SaO2
Real number (ℝ_≥0)

MISSING

Distinct	432
Distinct (%)	0.8%
Missing	1498649
Missing (%)	96.5%
Infinite	0
Infinite (%)	0.0%
Mean	92.65418775

Minimum	23
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	23
5-th percentile	64
Q1	94
median	97
Q3	98
95-th percentile	99.1
Maximum	100
Range	77
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	10.89298586
Coefficient of variation (CV)	0.1175660391
Kurtosis	5.03574273
Mean	92.65418775
Median Absolute Deviation (MAD)	1.1
Skewness	-2.394925567
Sum	4962650.95
Variance	118.657141
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	11089	0.7%
97	7107	0.5%
96	4047	0.3%
99	3624	0.2%
95	2271	0.1%
94	1506	0.1%
93	844	0.1%
92	514	< 0.1%
98.5	409	< 0.1%
98.8	381	< 0.1%
Other values (422)	21769	1.4%
(Missing)	1498649	96.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
23	1	< 0.1%
24	1	< 0.1%
26	1	< 0.1%
27	2	< 0.1%
28	2	< 0.1%

Value	Count	Frequency (%)
100	291	< 0.1%
99.9	97	< 0.1%
99.85	1	< 0.1%
99.8	241	< 0.1%
99.75	4	< 0.1%

AST
Real number (ℝ_≥0)

MISSING

Distinct	2025
Distinct (%)	8.0%
Missing	1527027
Missing (%)	98.4%
Infinite	0
Infinite (%)	0.0%
Mean	260.2233848

Minimum	3
Maximum	9961
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	3
5-th percentile	14
Q1	22
median	41
Q3	111
95-th percentile	1132.7
Maximum	9961
Range	9958
Interquartile range (IQR)	89

Descriptive statistics

Standard deviation	855.746795
Coefficient of variation (CV)	3.288508431
Kurtosis	48.52582169
Mean	260.2233848
Median Absolute Deviation (MAD)	23
Skewness	6.439520634
Sum	6553205.5
Variance	732302.5771
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	630	< 0.1%
20	608	< 0.1%
18	605	< 0.1%
19	602	< 0.1%
21	599	< 0.1%
16	574	< 0.1%
22	545	< 0.1%
24	523	< 0.1%
23	501	< 0.1%
15	498	< 0.1%
Other values (2015)	19498	1.3%
(Missing)	1527027	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	2	< 0.1%
4	1	< 0.1%
5	11	< 0.1%
5.5	1	< 0.1%
6	15	< 0.1%

Value	Count	Frequency (%)
9961	1	< 0.1%
9890	1	< 0.1%
9840	2	< 0.1%
9747	1	< 0.1%
9730	1	< 0.1%

BUN
Real number (ℝ_≥0)

MISSING

Distinct	265
Distinct (%)	0.2%
Missing	1445642
Missing (%)	93.1%
Infinite	0
Infinite (%)	0.0%
Mean	23.91545211

Minimum	1
Maximum	268
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	12
median	17
Q3	28
95-th percentile	65
Maximum	268
Range	267
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	19.99431683
Coefficient of variation (CV)	0.8360417669
Kurtosis	9.19788906
Mean	23.91545211
Median Absolute Deviation (MAD)	7
Skewness	2.531283558
Sum	2548621.9
Variance	399.7727057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	5076	0.3%
13	5045	0.3%
12	5016	0.3%
11	4845	0.3%
15	4827	0.3%
10	4517	0.3%
16	4333	0.3%
17	4194	0.3%
9	3989	0.3%
18	3711	0.2%
Other values (255)	61015	3.9%
(Missing)	1445642	93.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	102	< 0.1%
1.5	2	< 0.1%
2	198	< 0.1%
2.5	1	< 0.1%
3	562	< 0.1%

Value	Count	Frequency (%)
268	1	< 0.1%
266	1	< 0.1%
252	1	< 0.1%
235	1	< 0.1%
234	1	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

MISSING

Distinct	752
Distinct (%)	3.0%
Missing	1527269
Missing (%)	98.4%
Infinite	0
Infinite (%)	0.0%
Mean	102.4836614

Minimum	7
Maximum	3833
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	7
5-th percentile	35
Q1	54
median	74
Q3	108
95-th percentile	254
Maximum	3833
Range	3826
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	120.1227463
Coefficient of variation (CV)	1.172116068
Kurtosis	195.7589745
Mean	102.4836614
Median Absolute Deviation (MAD)	24
Skewness	10.05213671
Sum	2556045
Variance	14429.47418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58	369	< 0.1%
49	354	< 0.1%
56	353	< 0.1%
54	350	< 0.1%
55	348	< 0.1%
53	348	< 0.1%
52	342	< 0.1%
61	338	< 0.1%
50	334	< 0.1%
59	327	< 0.1%
Other values (742)	21478	1.4%
(Missing)	1527269	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7	2	< 0.1%
11	4	< 0.1%
12	2	< 0.1%
13	3	< 0.1%
14	4	< 0.1%

Value	Count	Frequency (%)
3833	2	< 0.1%
3619	2	< 0.1%
2528	1	< 0.1%
2440	1	< 0.1%
2332	1	< 0.1%

Calcium
Real number (ℝ_≥0)

MISSING

Distinct	549
Distinct (%)	0.6%
Missing	1460879
Missing (%)	94.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.557530849

Minimum	1
Maximum	27.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	1
5-th percentile	1.17
Q1	7.7
median	8.3
Q3	8.7
95-th percentile	9.5
Maximum	27.9
Range	26.9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.433151846
Coefficient of variation (CV)	0.3219506337
Kurtosis	3.307150914
Mean	7.557530849
Median Absolute Deviation (MAD)	0.5
Skewness	-1.642456951
Sum	690236.85
Variance	5.920227906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.3	4903	0.3%
8.4	4850	0.3%
8.5	4771	0.3%
8.2	4677	0.3%
8.6	4593	0.3%
8.1	4459	0.3%
8.7	4138	0.3%
8	4032	0.3%
8.8	3847	0.2%
7.9	3532	0.2%
Other values (539)	47529	3.1%
(Missing)	1460879	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	57	< 0.1%
1.01	74	< 0.1%
1.02	87	< 0.1%
1.03	95	< 0.1%
1.04	127	< 0.1%

Value	Count	Frequency (%)
27.9	1	< 0.1%
27	2	< 0.1%
25.2	1	< 0.1%
24.9	1	< 0.1%
23.7	1	< 0.1%

Chloride
Real number (ℝ_≥0)

MISSING

Distinct	108
Distinct (%)	0.2%
Missing	1481744
Missing (%)	95.5%
Infinite	0
Infinite (%)	0.0%
Mean	105.8279099

Minimum	26
Maximum	145
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	26
5-th percentile	96
Q1	102
median	106
Q3	109
95-th percentile	115
Maximum	145
Range	119
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.880461932
Coefficient of variation (CV)	0.05556626732
Kurtosis	2.712170691
Mean	105.8279099
Median Absolute Deviation (MAD)	3
Skewness	-0.1640872814
Sum	7457269.5
Variance	34.57983253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
106	5654	0.4%
107	5509	0.4%
105	5317	0.3%
108	5143	0.3%
104	4876	0.3%
109	4738	0.3%
103	4276	0.3%
110	3835	0.2%
102	3605	0.2%
111	3246	0.2%
Other values (98)	24267	1.6%
(Missing)	1481744	95.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
26	1	< 0.1%
38	1	< 0.1%
63	1	< 0.1%
66	2	< 0.1%
67	1	< 0.1%

Value	Count	Frequency (%)
145	1	< 0.1%
141	1	< 0.1%
140	3	< 0.1%
139	10	< 0.1%
138	6	< 0.1%

Creatinine
Real number (ℝ_≥0)

MISSING

Distinct	1407
Distinct (%)	1.5%
Missing	1457594
Missing (%)	93.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.510699353

Minimum	0.1
Maximum	46.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	0.7
median	0.94
Q3	1.43
95-th percentile	4.9
Maximum	46.6
Range	46.5
Interquartile range (IQR)	0.73

Descriptive statistics

Standard deviation	1.805602538
Coefficient of variation (CV)	1.195209711
Kurtosis	33.88764296
Mean	1.510699353
Median Absolute Deviation (MAD)	0.28
Skewness	4.630425512
Sum	142936.33
Variance	3.260200524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	6657	0.4%
0.8	6536	0.4%
0.6	5500	0.4%
0.9	5468	0.4%
1	4199	0.3%
0.5	3723	0.2%
1.1	3205	0.2%
1.2	2432	0.2%
1.3	1955	0.1%
0.4	1591	0.1%
Other values (1397)	53350	3.4%
(Missing)	1457594	93.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	30	< 0.1%
0.2	116	< 0.1%
0.21	2	< 0.1%
0.22	2	< 0.1%
0.23	1	< 0.1%

Value	Count	Frequency (%)
46.6	1	< 0.1%
41.9	1	< 0.1%
29.86	1	< 0.1%
29.2	1	< 0.1%
29.1	1	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

MISSING

Distinct	280
Distinct (%)	9.4%
Missing	1549220
Missing (%)	99.8%
Infinite	0
Infinite (%)	0.0%
Mean	1.836177258

Minimum	0.01
Maximum	37.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0.01
5-th percentile	0.1
Q1	0.2
median	0.445
Q3	1.7
95-th percentile	8.1
Maximum	37.5
Range	37.49
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	3.694082063
Coefficient of variation (CV)	2.011833034
Kurtosis	20.71139535
Mean	1.836177258
Median Absolute Deviation (MAD)	0.345
Skewness	4.09197075
Sum	5490.17
Variance	13.64624229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	541	< 0.1%
0.2	381	< 0.1%
0.3	195	< 0.1%
0.4	170	< 0.1%
0.5	104	< 0.1%
0.6	87	< 0.1%
0.7	75	< 0.1%
1	70	< 0.1%
0.8	61	< 0.1%
1.1	51	< 0.1%
Other values (270)	1255	0.1%
(Missing)	1549220	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01	8	< 0.1%
0.02	4	< 0.1%
0.03	5	< 0.1%
0.04	4	< 0.1%
0.05	6	< 0.1%

Value	Count	Frequency (%)
37.5	1	< 0.1%
35	1	< 0.1%
30	2	< 0.1%
29.1	2	< 0.1%
28	2	< 0.1%

Glucose
Real number (ℝ_≥0)

MISSING

Distinct	1157
Distinct (%)	0.4%
Missing	1286694
Missing (%)	82.9%
Infinite	0
Infinite (%)	0.0%
Mean	136.9322833

Minimum	10
Maximum	988
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	10
5-th percentile	82
Q1	106
median	127
Q3	153
95-th percentile	229
Maximum	988
Range	978
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	51.31072775
Coefficient of variation (CV)	0.3747160751
Kurtosis	17.69976525
Mean	136.9322833
Median Absolute Deviation (MAD)	23
Skewness	2.818303112
Sum	36357712.13
Variance	2632.790782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
118	3398	0.2%
114	3289	0.2%
116	3245	0.2%
120	3236	0.2%
121	3227	0.2%
112	3209	0.2%
115	3207	0.2%
117	3204	0.2%
119	3188	0.2%
113	3184	0.2%
Other values (1147)	233129	15.0%
(Missing)	1286694	82.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
11	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%

Value	Count	Frequency (%)
988	1	< 0.1%
960	1	< 0.1%
952	1	< 0.1%
942	1	< 0.1%
934	1	< 0.1%

Lactate
Real number (ℝ_≥0)

MISSING

Distinct	1340
Distinct (%)	3.2%
Missing	1510764
Missing (%)	97.3%
Infinite	0
Infinite (%)	0.0%
Mean	2.646666023

Minimum	0.2
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0.2
5-th percentile	0.8
Q1	1.26
median	1.8
Q3	3
95-th percentile	7.35
Maximum	31
Range	30.8
Interquartile range (IQR)	1.74

Descriptive statistics

Standard deviation	2.526214355
Coefficient of variation (CV)	0.9544892829
Kurtosis	16.01909859
Mean	2.646666023
Median Absolute Deviation (MAD)	0.7
Skewness	3.406317727
Sum	109693.72
Variance	6.381758965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2	1551	0.1%
1	1507	0.1%
1.3	1485	0.1%
1.4	1467	0.1%
1.1	1454	0.1%
0.9	1292	0.1%
1.6	1229	0.1%
1.5	1226	0.1%
1.7	1148	0.1%
0.8	1043	0.1%
Other values (1330)	28044	1.8%
(Missing)	1510764	97.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.3	13	< 0.1%
0.37	1	< 0.1%
0.4	34	< 0.1%
0.46	1	< 0.1%

Value	Count	Frequency (%)
31	1	< 0.1%
28.9	1	< 0.1%
28.8	1	< 0.1%
27	1	< 0.1%
26.9	2	< 0.1%

Magnesium
Real number (ℝ_≥0)

MISSING

Distinct	110
Distinct (%)	0.1%
Missing	1454259
Missing (%)	93.7%
Infinite	0
Infinite (%)	0.0%
Mean	2.051450215

Minimum	0.2
Maximum	9.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0.2
5-th percentile	1.5
Q1	1.8
median	2
Q3	2.2
95-th percentile	2.7
Maximum	9.8
Range	9.6
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3978977439
Coefficient of variation (CV)	0.1939592494
Kurtosis	22.19094663
Mean	2.051450215
Median Absolute Deviation (MAD)	0.2
Skewness	2.27744708
Sum	200941.6
Variance	0.1583226146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	13058	0.8%
1.9	12223	0.8%
2.1	12004	0.8%
1.8	10148	0.7%
2.2	9554	0.6%
1.7	7107	0.5%
2.3	7104	0.5%
2.4	4999	0.3%
1.6	4699	0.3%
2.5	3350	0.2%
Other values (100)	13705	0.9%
(Missing)	1454259	93.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.5	2	< 0.1%
0.6	1	< 0.1%
0.7	8	< 0.1%
0.8	14	< 0.1%

Value	Count	Frequency (%)
9.8	1	< 0.1%
9.7	1	< 0.1%
9.6	1	< 0.1%
9.3	1	< 0.1%
9.2	1	< 0.1%

Phosphate
Real number (ℝ_≥0)

MISSING

Distinct	193
Distinct (%)	0.3%
Missing	1489909
Missing (%)	96.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.544237653

Minimum	0.2
Maximum	18.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0.2
5-th percentile	1.7
Q1	2.6
median	3.3
Q3	4.1
95-th percentile	6.2
Maximum	18.8
Range	18.6
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	1.423285944
Coefficient of variation (CV)	0.4015774571
Kurtosis	5.970357801
Mean	3.544237653
Median Absolute Deviation (MAD)	0.7
Skewness	1.682255564
Sum	220809.55
Variance	2.025742878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.2	2392	0.2%
2.9	2367	0.2%
3.1	2360	0.2%
3.3	2352	0.2%
3.4	2338	0.2%
3	2263	0.1%
2.8	2233	0.1%
3.5	2197	0.1%
2.7	2113	0.1%
3.6	2094	0.1%
Other values (183)	39592	2.6%
(Missing)	1489909	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.3	5	< 0.1%
0.4	5	< 0.1%
0.5	21	< 0.1%
0.6	45	< 0.1%

Value	Count	Frequency (%)
18.8	1	< 0.1%
17.6	1	< 0.1%
16.9	1	< 0.1%
16.5	1	< 0.1%
16.4	1	< 0.1%

Potassium
Real number (ℝ_≥0)

MISSING

Distinct	402
Distinct (%)	0.3%
Missing	1407685
Missing (%)	90.7%
Infinite	0
Infinite (%)	0.0%
Mean	4.135527971

Minimum	1
Maximum	27.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	1
5-th percentile	3.3
Q1	3.7
median	4.1
Q3	4.4
95-th percentile	5.2
Maximum	27.5
Range	26.5
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.6421499059
Coefficient of variation (CV)	0.1552764025
Kurtosis	19.15382018
Mean	4.135527971
Median Absolute Deviation (MAD)	0.4
Skewness	1.715130087
Sum	597687.18
Variance	0.4123565016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	11201	0.7%
3.9	10762	0.7%
4.1	10566	0.7%
3.8	10293	0.7%
4.2	9920	0.6%
3.7	8784	0.6%
4.3	8699	0.6%
4.4	7560	0.5%
3.6	7528	0.5%
4.5	6234	0.4%
Other values (392)	52978	3.4%
(Missing)	1407685	90.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
1.3	3	< 0.1%
1.4	3	< 0.1%
1.45	1	< 0.1%
1.5	3	< 0.1%

Value	Count	Frequency (%)
27.5	1	< 0.1%
15.8	1	< 0.1%
13	1	< 0.1%
11.8	1	< 0.1%
11.5	2	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

MISSING

Distinct	407
Distinct (%)	1.8%
Missing	1529069
Missing (%)	98.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.114059462

Minimum	0.1
Maximum	49.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.3
Q1	0.5
median	0.9
Q3	1.7
95-th percentile	8.2
Maximum	49.6
Range	49.5
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	4.311468462
Coefficient of variation (CV)	2.039426298
Kurtosis	33.80515421
Mean	2.114059462
Median Absolute Deviation (MAD)	0.4
Skewness	5.267721546
Sum	48921.45
Variance	18.5887603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	2049	0.1%
0.6	1969	0.1%
0.4	1876	0.1%
0.7	1797	0.1%
0.8	1516	0.1%
0.3	1416	0.1%
0.9	1266	0.1%
1	1061	0.1%
1.1	862	0.1%
0.2	700	< 0.1%
Other values (397)	8629	0.6%
(Missing)	1529069	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	158	< 0.1%
0.15	1	< 0.1%
0.2	700	< 0.1%
0.25	2	< 0.1%
0.3	1416	0.1%

Value	Count	Frequency (%)
49.6	2	< 0.1%
49.2	1	< 0.1%
46.6	1	< 0.1%
46.5	1	< 0.1%
46.4	1	< 0.1%

TroponinI
Real number (ℝ_≥0)

MISSING

Distinct	2423
Distinct (%)	16.4%
Missing	1537429
Missing (%)	99.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.290099452

Minimum	0.01
Maximum	440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.04
median	0.3
Q3	3.98
95-th percentile	40
Maximum	440
Range	439.99
Interquartile range (IQR)	3.94

Descriptive statistics

Standard deviation	24.80623535
Coefficient of variation (CV)	2.992272347
Kurtosis	58.96023589
Mean	8.290099452
Median Absolute Deviation (MAD)	0.29
Skewness	6.393148745
Sum	122535.96
Variance	615.3493121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	1788	0.1%
0.03	1242	0.1%
0.02	508	< 0.1%
0.04	469	< 0.1%
0.05	369	< 0.1%
0.06	348	< 0.1%
0.07	292	< 0.1%
40	252	< 0.1%
0.08	246	< 0.1%
0.1	208	< 0.1%
Other values (2413)	9059	0.6%
(Missing)	1537429	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01	1788	0.1%
0.02	508	< 0.1%
0.03	1242	0.1%
0.04	469	< 0.1%
0.05	369	< 0.1%

Value	Count	Frequency (%)
440	3	< 0.1%
394.03	1	< 0.1%
381.6	1	< 0.1%
349.05	1	< 0.1%
338.92	1	< 0.1%

Hct
Real number (ℝ_≥0)

MISSING

Distinct	725
Distinct (%)	0.5%
Missing	1414777
Missing (%)	91.1%
Infinite	0
Infinite (%)	0.0%
Mean	30.79409334

Minimum	5.5
Maximum	71.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	5.5
5-th percentile	22.7
Q1	27
median	30.3
Q3	34.1
95-th percentile	40.6
Maximum	71.7
Range	66.2
Interquartile range (IQR)	7.1

Descriptive statistics

Standard deviation	5.491748793
Coefficient of variation (CV)	0.1783377329
Kurtosis	0.6337671688
Mean	30.79409334
Median Absolute Deviation (MAD)	3.5
Skewness	0.473127315
Sum	4232124.63
Variance	30.1593048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	1809	0.1%
28	1603	0.1%
30	1585	0.1%
32	1557	0.1%
31	1543	0.1%
26	1360	0.1%
27	1356	0.1%
33	1310	0.1%
34	1144	0.1%
29.1	1097	0.1%
Other values (715)	123069	7.9%
(Missing)	1414777	91.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.5	1	< 0.1%
7	1	< 0.1%
8.8	1	< 0.1%
9.1	1	< 0.1%
9.3	1	< 0.1%

Value	Count	Frequency (%)
71.7	1	< 0.1%
70.2	1	< 0.1%
69.7	1	< 0.1%
66.4	1	< 0.1%
66.2	2	< 0.1%

Hgb
Real number (ℝ_≥0)

MISSING

Distinct	340
Distinct (%)	0.3%
Missing	1437619
Missing (%)	92.6%
Infinite	0
Infinite (%)	0.0%
Mean	10.43083279

Minimum	2.2
Maximum	32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	2.2
5-th percentile	7.5
Q1	9.1
median	10.3
Q3	11.7
95-th percentile	13.9
Maximum	32
Range	29.8
Interquartile range (IQR)	2.6

Descriptive statistics

Standard deviation	1.968660811
Coefficient of variation (CV)	0.1887347685
Kurtosis	0.8853106454
Mean	10.43083279
Median Absolute Deviation (MAD)	1.3
Skewness	0.4822289983
Sum	1195279.56
Variance	3.87562539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	2517	0.2%
10.1	2457	0.2%
10.3	2423	0.2%
10.2	2421	0.2%
9.9	2351	0.2%
9.7	2343	0.2%
10.5	2342	0.2%
9.8	2333	0.2%
9.4	2310	0.1%
10.7	2292	0.1%
Other values (330)	90802	5.8%
(Missing)	1437619	92.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.2	1	< 0.1%
2.3	1	< 0.1%
2.6	1	< 0.1%
2.8	1	< 0.1%
2.9	1	< 0.1%

Value	Count	Frequency (%)
32	1	< 0.1%
30	1	< 0.1%
26.6	1	< 0.1%
25	1	< 0.1%
24.8	2	< 0.1%

PTT
Real number (ℝ_≥0)

MISSING

Distinct	1410
Distinct (%)	3.1%
Missing	1506511
Missing (%)	97.1%
Infinite	0
Infinite (%)	0.0%
Mean	41.23119346

Minimum	12.5
Maximum	250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	12.5
5-th percentile	23.5
Q1	27.8
median	32.4
Q3	42.8
95-th percentile	91.9
Maximum	250
Range	237.5
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	26.21766885
Coefficient of variation (CV)	0.6358697543
Kurtosis	15.90945114
Mean	41.23119346
Median Absolute Deviation (MAD)	5.8
Skewness	3.458283601
Sum	1884224.31
Variance	687.3661602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150	677	< 0.1%
27.7	316	< 0.1%
28.1	303	< 0.1%
29.8	302	< 0.1%
28.5	300	< 0.1%
28.6	295	< 0.1%
28.8	289	< 0.1%
27.9	285	< 0.1%
28.7	281	< 0.1%
29.2	280	< 0.1%
Other values (1400)	42371	2.7%
(Missing)	1506511	97.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12.5	1	< 0.1%
16.6	1	< 0.1%
16.9	1	< 0.1%
17.1	3	< 0.1%
17.2	1	< 0.1%

Value	Count	Frequency (%)
250	11	< 0.1%
249.9	15	< 0.1%
249	81	< 0.1%
248.7	1	< 0.1%
248	1	< 0.1%

WBC
Real number (ℝ_≥0)

MISSING

Distinct	891
Distinct (%)	0.9%
Missing	1452763
Missing (%)	93.6%
Infinite	0
Infinite (%)	0.0%
Mean	11.44640502

Minimum	0.1
Maximum	440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0.1
5-th percentile	4.5
Q1	7.6
median	10.3
Q3	13.8
95-th percentile	21.3
Maximum	440
Range	439.9
Interquartile range (IQR)	6.2

Descriptive statistics

Standard deviation	7.731012549
Coefficient of variation (CV)	0.6754096623
Kurtosis	534.3912242
Mean	11.44640502
Median Absolute Deviation (MAD)	3
Skewness	14.93209545
Sum	1138310.64
Variance	59.76855503
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.6	1001	0.1%
8.8	995	0.1%
10	988	0.1%
9.4	980	0.1%
9.8	969	0.1%
9	969	0.1%
9.2	968	0.1%
10.2	941	0.1%
8	939	0.1%
8.2	933	0.1%
Other values (881)	89764	5.8%
(Missing)	1452763	93.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	61	< 0.1%
0.2	36	< 0.1%
0.3	25	< 0.1%
0.4	26	< 0.1%
0.5	20	< 0.1%

Value	Count	Frequency (%)
440	1	< 0.1%
422.9	1	< 0.1%
387	1	< 0.1%
375.4	1	< 0.1%
342	1	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

MISSING

Distinct	823
Distinct (%)	8.0%
Missing	1541968
Missing (%)	99.3%
Infinite	0
Infinite (%)	0.0%
Mean	287.3857059

Minimum	34
Maximum	1760
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	34
5-th percentile	112
Q1	184
median	250
Q3	349
95-th percentile	600.95
Maximum	1760
Range	1726
Interquartile range (IQR)	165

Descriptive statistics

Standard deviation	153.0029077
Coefficient of variation (CV)	0.5323956778
Kurtosis	4.044636556
Mean	287.3857059
Median Absolute Deviation (MAD)	77
Skewness	1.605546023
Sum	2943404.4
Variance	23409.88976
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
217	69	< 0.1%
180	58	< 0.1%
202	56	< 0.1%
185	55	< 0.1%
200	54	< 0.1%
219	54	< 0.1%
151	52	< 0.1%
214	51	< 0.1%
248	50	< 0.1%
208	49	< 0.1%
Other values (813)	9694	0.6%
(Missing)	1541968	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
34	1	< 0.1%
35	17	< 0.1%
41	1	< 0.1%
42	3	< 0.1%
46	3	< 0.1%

Value	Count	Frequency (%)
1760	1	< 0.1%
1383	1	< 0.1%
1246	2	< 0.1%
1179	1	< 0.1%
1161	1	< 0.1%

Platelets
Real number (ℝ_≥0)

MISSING

Distinct	989
Distinct (%)	1.1%
Missing	1460001
Missing (%)	94.1%
Infinite	0
Infinite (%)	0.0%
Mean	196.0139108

Minimum	1
Maximum	2322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	1
5-th percentile	65
Q1	126
median	181
Q3	244
95-th percentile	378
Maximum	2322
Range	2321
Interquartile range (IQR)	118

Descriptive statistics

Standard deviation	103.6353657
Coefficient of variation (CV)	0.5287143412
Kurtosis	9.805232362
Mean	196.0139108
Median Absolute Deviation (MAD)	58
Skewness	1.840183453
Sum	18074246.7
Variance	10740.28903
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
167	492	< 0.1%
162	464	< 0.1%
158	459	< 0.1%
175	458	< 0.1%
166	456	< 0.1%
187	455	< 0.1%
159	454	< 0.1%
149	453	< 0.1%
186	452	< 0.1%
152	451	< 0.1%
Other values (979)	87615	5.6%
(Missing)	1460001	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	5	< 0.1%
3	4	< 0.1%
4	7	< 0.1%
5	12	< 0.1%

Value	Count	Frequency (%)
2322	1	< 0.1%
1783	1	< 0.1%
1667	1	< 0.1%
1592	1	< 0.1%
1421	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct	5987
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.00946888

Minimum	14
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	14
5-th percentile	30.4
Q1	51.68
median	64
Q3	74
95-th percentile	85
Maximum	100
Range	86
Interquartile range (IQR)	22.32

Descriptive statistics

Standard deviation	16.38621789
Coefficient of variation (CV)	0.2642534791
Kurtosis	-0.1908454354
Mean	62.00946888
Median Absolute Deviation (MAD)	11
Skewness	-0.4562524429
Sum	96251717.69
Variance	268.5081366
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67	22188	1.4%
68	21752	1.4%
65	20587	1.3%
71	20543	1.3%
66	20029	1.3%
61	19042	1.2%
69	18954	1.2%
62	18902	1.2%
73	18795	1.2%
70	18248	1.2%
Other values (5977)	1353170	87.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14	37	< 0.1%
15	77	< 0.1%
16	210	< 0.1%
17	425	< 0.1%
18	1260	0.1%

Value	Count	Frequency (%)
100	14978	1.0%
89	4595	0.3%
88.99	40	< 0.1%
88.98	49	< 0.1%
88.97	144	< 0.1%

Gender
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5592690422

Minimum	0
Maximum	1
Zeros	684107
Zeros (%)	44.1%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4964749132
Coefficient of variation (CV)	0.8877210711
Kurtosis	-1.942996275
Mean	0.5592690422
Median Absolute Deviation (MAD)	0
Skewness	-0.2387597721
Sum	868103
Variance	0.2464873394
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	868103	55.9%
0	684107	44.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	684107	44.1%
1	868103	55.9%

Value	Count	Frequency (%)
1	868103	55.9%
0	684107	44.1%

Unit1
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	611960
Missing (%)	39.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.4965711247

Minimum	0
Maximum	1
Zeros	473349
Zeros (%)	30.5%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4999885086
Coefficient of variation (CV)	1.006881962
Kurtosis	-1.999816129
Mean	0.4965711247
Median Absolute Deviation (MAD)	0
Skewness	0.0137158456
Sum	466901
Variance	0.2499885087
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	473349	30.5%
1	466901	30.1%
(Missing)	611960	39.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	473349	30.5%
1	466901	30.1%

Value	Count	Frequency (%)
1	466901	30.1%
0	473349	30.5%

Unit2
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	611960
Missing (%)	39.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.5034288753

Minimum	0
Maximum	1
Zeros	466901
Zeros (%)	30.1%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4999885086
Coefficient of variation (CV)	0.9931661315
Kurtosis	-1.999816129
Mean	0.5034288753
Median Absolute Deviation (MAD)	0
Skewness	-0.0137158456
Sum	473349
Variance	0.2499885087
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	473349	30.5%
0	466901	30.1%
(Missing)	611960	39.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	466901	30.1%
1	473349	30.5%

Value	Count	Frequency (%)
1	473349	30.5%
0	466901	30.1%

HospAdmTime
Real number (ℝ)

ZEROS

Distinct	12156
Distinct (%)	0.8%
Missing	8
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-56.12512177

Minimum	-5366.86
Maximum	23.99
Zeros	56050
Zeros (%)	3.6%
Negative	1487639
Negative (%)	95.8%
Memory size	11.8 MiB

Quantile statistics

Minimum	-5366.86
5-th percentile	-262.62
Q1	-47.05
median	-6.03
Q3	-0.04
95-th percentile	-0.01
Maximum	23.99
Range	5390.85
Interquartile range (IQR)	47.01

Descriptive statistics

Standard deviation	162.2569069
Coefficient of variation (CV)	-2.890985388
Kurtosis	277.7614091
Mean	-56.12512177
Median Absolute Deviation (MAD)	6.01
Skewness	-12.26619376
Sum	-87117526.26
Variance	26327.30384
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02	161179	10.4%
-0.03	99326	6.4%
0	56050	3.6%
-0.01	52590	3.4%
-0.04	32303	2.1%
-0.05	17701	1.1%
-0.06	10656	0.7%
-0.07	7101	0.5%
-0.09	4524	0.3%
-0.08	4433	0.3%
Other values (12146)	1106339	71.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5366.86	260	< 0.1%
-3710.66	56	< 0.1%
-3397.64	36	< 0.1%
-3342.34	41	< 0.1%
-3322.9	43	< 0.1%

Value	Count	Frequency (%)
23.99	50	< 0.1%
22.04	28	< 0.1%
20.04	30	< 0.1%
17.34	45	< 0.1%
16.02	17	< 0.1%

ICULOS
Real number (ℝ_≥0)

Distinct	336
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.9949923

Minimum	1
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	11
median	21
Q3	34
95-th percentile	63
Maximum	336
Range	335
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	29.00541912
Coefficient of variation (CV)	1.074474065
Kurtosis	24.63985555
Mean	26.9949923
Median Absolute Deviation (MAD)	12
Skewness	4.109158461
Sum	41901897
Variance	841.3143385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	40150	2.6%
7	40027	2.6%
9	39936	2.6%
6	39794	2.6%
10	39762	2.6%
11	39579	2.5%
12	39386	2.5%
5	39371	2.5%
13	39144	2.5%
14	38840	2.5%
Other values (326)	1156221	74.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	31543	2.0%
2	35672	2.3%
3	37569	2.4%
4	38718	2.5%
5	39371	2.5%

Value	Count	Frequency (%)
336	16	< 0.1%
335	17	< 0.1%
334	18	< 0.1%
333	18	< 0.1%
332	18	< 0.1%

SepsisLabel
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01798467991

Minimum	0
Maximum	1
Zeros	1524294
Zeros (%)	98.2%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1328956078
Coefficient of variation (CV)	7.389378543
Kurtosis	50.62136105
Mean	0.01798467991
Median Absolute Deviation (MAD)	0
Skewness	7.254053751
Sum	27916
Variance	0.01766124257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	1524294	98.2%
1	27916	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1524294	98.2%
1	27916	1.8%

Value	Count	Frequency (%)
1	27916	1.8%
0	1524294	98.2%

Sepsis
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1110738882

Minimum	0
Maximum	1
Zeros	1379800
Zeros (%)	88.9%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3142237152
Coefficient of variation (CV)	2.828961156
Kurtosis	4.127986121
Mean	0.1110738882
Median Absolute Deviation (MAD)	0
Skewness	2.475475874
Sum	172410
Variance	0.09873654317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	1379800	88.9%
1	172410	11.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1379800	88.9%
1	172410	11.1%

Value	Count	Frequency (%)
1	172410	11.1%
0	1379800	88.9%

Hours
Real number (ℝ_≥0)

Distinct	273
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.98548908

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 MiB

Quantile statistics

Minimum	8
5-th percentile	19
Q1	36
median	44
Q3	53
95-th percentile	135
Maximum	336
Range	328
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	42.74614718
Coefficient of variation (CV)	0.8222707517
Kurtosis	16.99368713
Mean	51.98548908
Median Absolute Deviation (MAD)	8
Skewness	3.834924761
Sum	80692396
Variance	1827.233099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	53118	3.4%
41	52111	3.4%
43	52030	3.4%
40	51400	3.3%
44	50292	3.2%
38	50274	3.2%
42	50106	3.2%
36	49104	3.2%
46	49036	3.2%
45	49005	3.2%
Other values (263)	1045734	67.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8	2624	0.2%
9	2124	0.1%
10	2210	0.1%
11	2574	0.2%
12	3420	0.2%

Value	Count	Frequency (%)
336	3360	0.2%
335	1005	0.1%
334	668	< 0.1%
333	333	< 0.1%
330	330	< 0.1%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

Overview

Variables

Interactions

Missing values